The COVID-19 Situation Report is a data intensive report that tries to portray an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic. If you would like to add additional metrics to this report, please send a mail to the author at .

Date of Report

Numbers as on EOD 

## [1] "2021-02-28"

COVID-19 Overall Stats (Worldwide)

Overall Confirmed Cases Count Worldwide 

## [1] "114067979 (up from 113784735 yesterday: 0.25 % increase)"

Overall Deaths Worldwide

Please note that the deaths is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] "2530716 (up from 2525401 yesterday: 0.21 % increase)"

Overall Confirmed Cases Count Worldwide in the past 21 Days 

## [1] 7905221

Overall Fatality Rate Worldwide in %

Please note that the fatality rate is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] 2.22



In- Depth Country Wise Stats (With Atleast 100000 COVID-19 Confirmations)

Overall Confirmed Cases and Deaths- Country Wise (With Fatality Rates)

Country_Region TotalConfirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days TotalDeaths NewDeaths DeathsPercentIncrease FatalityRate
US 28605669 51204 0.18 1598083 513091 1097 0.21 1.79
India 11112241 15510 0.14 274047 157157 106 0.07 1.41
Brazil 10551259 34027 0.32 1026619 254942 721 0.28 2.42
Russia 4198400 11234 0.27 274939 84700 370 0.44 2.02
United Kingdom 4188827 6055 0.14 231646 123083 144 0.12 2.94
France 3747263 0 0.00 351282 85741 0 0.00 2.29
Spain 3188553 0 0.00 246563 69142 0 0.00 2.17
Italy 2925265 17440 0.60 288527 97699 192 0.20 3.34
Turkey 2701588 8424 0.31 170132 28569 66 0.23 1.06
Germany 2450295 6118 0.25 158622 70152 60 0.09 2.86
Colombia 2251690 3555 0.16 94474 59766 106 0.18 2.65
Argentina 2107365 3168 0.15 127018 51965 19 0.04 2.47
Mexico 2086938 2810 0.13 154793 185715 458 0.25 8.90
Poland 1706986 10101 0.60 156731 43769 113 0.26 2.56
Iran 1631169 8010 0.49 164734 60073 93 0.16 3.68
South Africa 1513393 1168 0.08 37258 49993 52 0.10 3.30
Ukraine 1395528 5958 0.43 106859 27404 98 0.36 1.96
Indonesia 1334634 5560 0.42 176797 36166 185 0.51 2.71
Peru 1323863 0 0.00 137165 46299 0 0.00 3.50
Czechia 1235480 7885 0.64 200505 20339 145 0.72 1.65
Netherlands 1103564 4689 0.43 83844 15688 20 0.13 1.42
Canada 871694 2347 0.27 62693 21990 29 0.13 2.52
Chile 824625 3207 0.39 72739 20572 96 0.47 2.49
Portugal 804562 718 0.09 39148 16317 41 0.25 2.03
Romania 801994 2830 0.35 56676 20350 63 0.31 2.54
Israel 775807 2472 0.32 83706 5752 20 0.35 0.74
Belgium 771511 2097 0.27 45901 22077 25 0.11 2.86
Iraq 695489 3248 0.47 66939 13406 23 0.17 1.93
Sweden 657309 0 0.00 69247 12826 0 0.00 1.95
Pakistan 581365 1392 0.24 25854 12896 36 0.28 2.22
Philippines 576352 2105 0.37 39042 12318 29 0.24 2.14
Switzerland 554932 0 0.00 23059 9966 0 0.00 1.80
Bangladesh 546216 385 0.07 8154 8408 8 0.10 1.54
Morocco 483654 244 0.05 8299 8623 8 0.09 1.78
Austria 459440 2123 0.46 35601 8561 23 0.27 1.86
Serbia 459259 2809 0.62 51378 4443 14 0.32 0.97
Japan 432090 997 0.23 26325 7889 30 0.38 1.83
Hungary 428599 4469 1.05 52104 14974 72 0.48 3.49
United Arab Emirates 391524 2930 0.75 65029 1221 8 0.66 0.31
Jordan 391090 4594 1.19 55936 4701 26 0.56 1.20
Saudi Arabia 377383 322 0.09 7105 6494 6 0.09 1.72
Lebanon 375050 2258 0.61 55133 4692 40 0.86 1.25
Panama 340915 470 0.14 13824 5845 14 0.24 1.71
Slovakia 308083 1815 0.59 44757 7189 114 1.61 2.33
Malaysia 300752 2437 0.82 58300 1130 9 0.80 0.38
Belarus 287306 1347 0.47 28615 1976 10 0.51 0.69
Ecuador 286155 1808 0.64 27873 15811 32 0.20 5.53
Nepal 274143 78 0.03 2218 2774 1 0.04 1.01
Georgia 270758 248 0.09 8734 3510 11 0.31 1.30
Kazakhstan 262715 622 0.24 18287 3162 0 0.00 1.20
Bolivia 249010 463 0.19 21043 11649 21 0.18 4.68
Bulgaria 247038 332 0.13 23304 10191 24 0.24 4.13
Croatia 242973 356 0.15 7571 5526 15 0.27 2.27
Dominican Republic 239617 608 0.25 16219 3100 7 0.23 1.29
Azerbaijan 234537 270 0.12 3383 3220 2 0.06 1.37
Tunisia 233277 662 0.28 16191 8001 27 0.34 3.43
Ireland 219592 612 0.28 16024 4319 6 0.14 1.97
Denmark 211883 463 0.22 9576 2362 3 0.13 1.11
Costa Rica 204341 0 0.00 7903 2800 0 0.00 1.37
Lithuania 199145 1802 0.91 12375 3244 10 0.31 1.63
Greece 191100 1269 0.67 27154 6504 36 0.56 3.40
Kuwait 190852 962 0.51 19854 1083 5 0.46 0.57
Slovenia 190081 454 0.24 16379 3836 0 0.00 2.02
Moldova 185453 597 0.32 20884 3949 25 0.64 2.13
West Bank and Gaza 183612 1703 0.94 21011 2042 17 0.84 1.11
Egypt 182424 595 0.33 12784 10688 49 0.46 5.86
Guatemala 174542 207 0.12 11405 6393 19 0.30 3.66
Armenia 172058 265 0.15 3970 3192 2 0.06 1.86
Honduras 170304 550 0.32 15736 4151 10 0.24 2.44
Qatar 163664 467 0.29 9566 258 1 0.39 0.16
Paraguay 159474 937 0.59 21356 3181 14 0.44 1.99
Ethiopia 159072 1019 0.64 16734 2365 11 0.47 1.49
Nigeria 155657 240 0.15 15909 1907 2 0.10 1.23
Burma 141896 6 0.00 592 3199 0 0.00 2.25
Oman 141496 908 0.65 5822 1570 8 0.51 1.11
Venezuela 139116 377 0.27 9000 1344 3 0.22 0.97
Libya 133338 880 0.66 9312 2179 5 0.23 1.63
Bosnia and Herzegovina 130979 0 0.00 7545 5071 0 0.00 3.87
Bahrain 122394 616 0.51 15065 449 5 1.13 0.37
Algeria 113092 132 0.12 4004 2983 4 0.13 2.64
Albania 107167 952 0.90 21831 1796 21 1.18 1.68
Kenya 105973 325 0.31 4154 1856 2 0.11 1.75
North Macedonia 102787 305 0.30 7989 3137 11 0.35 3.05
China 100965 41 0.04 576 4835 1 0.02 4.79

In Depth USA Stats (State Wise Figures)

Confirmed Cases and Deaths- States of USA (With Fatality Rates)

State Confirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
California 3566914 3336 0.09 148932 52158 205 0.39 1.46 90273.69 1320.05 1 in 11
Texas 2653013 3650 0.14 158152 43697 178 0.41 1.65 91496.20 1507.01 1 in 11
Florida 1909221 5539 0.29 131238 30852 118 0.38 1.62 88893.02 1436.46 1 in 11
New York 1643867 7827 0.48 163643 47615 117 0.25 2.90 84502.11 2447.62 1 in 12
Illinois 1186613 1246 0.11 40267 22735 25 0.11 1.92 93641.87 1794.14 1 in 11
Georgia 1006521 2334 0.23 65530 17295 1 0.01 1.72 94798.99 1628.93 1 in 11
Ohio 967422 1268 0.13 47205 17297 60 0.35 1.79 82762.74 1479.75 1 in 12
Pennsylvania 933261 1730 0.19 60115 23967 72 0.30 2.57 72899.69 1872.13 1 in 14
North Carolina 858548 0 0.00 62353 11212 0 0.00 1.31 81859.37 1069.02 1 in 12
Arizona 816782 1075 0.13 36145 15980 13 0.08 1.96 107261.13 2098.52 1 in 9
New Jersey 789356 2389 0.30 67189 23252 14 0.06 2.95 88869.52 2617.82 1 in 11
Tennessee 775004 1117 0.14 30404 11411 18 0.16 1.47 113417.86 1669.94 1 in 9
Indiana 661673 731 0.11 21962 12573 17 0.14 1.90 98284.53 1867.59 1 in 10
Michigan 645550 0 0.00 24865 16508 0 0.00 2.56 64639.96 1652.97 1 in 15
Wisconsin 617367 481 0.08 16585 7014 0 0.00 1.14 106032.46 1204.65 1 in 9
Massachusetts 581148 1468 0.25 37214 16118 51 0.32 2.77 83624.40 2319.30 1 in 12
Virginia 576050 1736 0.30 46925 8552 170 2.03 1.48 67488.57 1001.93 1 in 15
South Carolina 516823 1751 0.34 50450 8546 48 0.56 1.65 100379.05 1659.83 1 in 10
Missouri 495047 242 0.05 13118 8280 -1 -0.01 1.67 80660.34 1349.10 1 in 12
Alabama 493252 569 0.12 20829 9929 -1 -0.01 2.01 100598.28 2025.01 1 in 10
Minnesota 484594 804 0.17 16476 6551 8 0.12 1.35 85926.53 1161.60 1 in 12
Louisiana 430100 1508 0.35 18288 9608 21 0.22 2.23 92518.62 2066.77 1 in 11
Colorado 428303 841 0.20 22973 5951 6 0.10 1.39 74374.48 1033.39 1 in 13
Oklahoma 424508 706 0.17 20554 4428 49 1.12 1.04 107281.05 1119.04 1 in 9
Kentucky 404622 675 0.17 26832 4637 12 0.26 1.15 90566.61 1037.90 1 in 11
Maryland 382099 827 0.22 18449 7869 13 0.17 2.06 63201.99 1301.59 1 in 16
Utah 371235 465 0.13 16627 1935 6 0.31 0.52 115795.34 603.56 1 in 9
Iowa 363636 203 0.06 39046 5471 1 0.02 1.50 115254.50 1734.03 1 in 9
Washington 339773 0 0.00 19627 4956 0 0.00 1.46 44619.54 650.83 1 in 22
Arkansas 322415 3220 1.01 15679 5243 -174 -3.21 1.63 106836.88 1737.34 1 in 9
Kansas 295997 0 0.00 12071 4692 0 0.00 1.59 101601.48 1610.54 1 in 10
Mississippi 294795 704 0.24 13117 6681 12 0.18 2.27 99052.50 2244.85 1 in 10
Nevada 293754 266 0.09 9712 4957 0 0.00 1.69 95369.84 1609.33 1 in 10
Connecticut 279946 0 0.00 20574 7622 0 0.00 2.72 78519.91 2137.84 1 in 13
Nebraska 200882 162 0.08 7160 2082 0 0.00 1.04 103846.76 1076.30 1 in 10
New Mexico 185132 244 0.13 7576 3716 16 0.43 2.01 88291.42 1772.20 1 in 11
Idaho 171140 0 0.00 5931 1860 0 0.00 1.09 95498.77 1037.91 1 in 10
Oregon 155597 282 0.18 8475 2208 0 0.00 1.42 36891.11 523.50 1 in 27
West Virginia 131855 275 0.21 7147 2300 3 0.13 1.74 73779.61 1286.97 1 in 14
Rhode Island 125622 0 0.00 7731 2502 0 0.00 1.99 118582.81 2361.80 1 in 8
South Dakota 112427 134 0.12 3198 1888 2 0.11 1.68 127085.13 2134.16 1 in 8
Puerto Rico 100297 253 0.25 4458 2036 4 0.20 2.03 31404.70 637.51 1 in 32
Montana 99954 117 0.12 4164 1357 1 0.07 1.36 93521.76 1269.67 1 in 11
North Dakota 99809 29 0.03 1654 1475 0 0.00 1.48 130972.28 1935.54 1 in 8
Delaware 86799 282 0.33 6205 1422 4 0.28 1.64 89137.61 1460.31 1 in 11
New Hampshire 75424 258 0.34 6827 1170 0 0.00 1.55 55470.61 860.48 1 in 18
Alaska 58263 0 0.00 3004 290 0 0.00 0.50 79643.77 396.42 1 in 13
Wyoming 54394 44 0.08 1767 671 0 0.00 1.23 93983.85 1159.38 1 in 11
Maine 44635 142 0.32 3416 703 1 0.14 1.57 33205.33 522.98 1 in 30
District of Columbia 40598 120 0.30 2563 1017 7 0.69 2.51 57524.70 1441.02 1 in 17
Hawaii 27759 54 0.19 1075 438 0 0.00 1.58 19605.59 309.35 1 in 51
Vermont 15198 100 0.66 2298 204 0 0.00 1.34 24356.20 326.93 1 in 41

US Tested- Confirmed Funnel (All States)

State Level Figures

State Tested Confirmed ConfirmationRate TestedinPast21Days ConfirmedinPast21Days ConfirmationRateForPast21Days TestsPerMillPopl
1 California 48469106 3566914 7.36 4474784 148932 3.33 1226686.4
2 Texas 19557682 2653013 13.57 1485392 158152 10.65 674498.6
3 Florida 21761798 1909221 8.77 1911935 131238 6.86 1013225.8
4 New York 38106915 1643867 4.31 4608448 163643 3.55 1958865.8
5 Illinois 18136253 1186613 6.54 1499668 40267 2.69 1431227.1
6 Georgia 7201974 1006521 13.98 537698 65530 12.19 678316.6
7 Ohio 10030523 967422 9.64 682627 47205 6.92 858109.1
8 Pennsylvania 10378789 933261 8.99 919327 60115 6.54 810716.9
9 North Carolina 10323021 858548 8.32 964264 62353 6.47 984261.8
10 Arizona 3758499 816782 21.73 210106 36145 17.20 493572.1
11 New Jersey 10657438 789356 7.41 936360 67189 7.18 1199866.0
12 Tennessee 6906699 775004 11.22 315873 30404 9.63 1010760.0
13 Indiana 8021430 661673 8.25 735609 21962 2.99 1191498.7
14 Michigan 10290366 645550 6.27 680445 24865 3.65 1030390.8
15 Wisconsin 6906878 617367 8.94 558177 16585 2.97 1186252.7
16 Massachusetts 16208091 581148 3.59 1882575 37214 1.98 2332266.2
17 Virginia 5902722 576050 9.76 464949 46925 10.09 691548.1
18 South Carolina 5027738 516823 10.28 564676 50450 8.93 976503.7
19 Missouri 4482293 495047 11.04 232762 13118 5.64 730321.1
20 Alabama 2290216 493252 21.54 102887 20829 20.24 467087.4
21 Minnesota 6916577 484594 7.01 501280 16476 3.29 1226423.5
22 Louisiana 5577167 430100 7.71 402328 18288 4.55 1199701.9
23 Colorado 6216201 428303 6.89 562672 22973 4.08 1079438.4
24 Oklahoma 3509337 424508 12.10 215848 20554 9.52 886874.6
25 Kentucky 3904567 404622 10.36 228266 26832 11.75 873959.9
26 Maryland 7887028 382099 4.84 649781 18449 2.84 1304572.5
27 Utah 2853915 371235 13.01 176836 16627 9.40 890191.0
28 Iowa 1313829 363636 27.68 45668 39046 85.50 416418.3
29 Washington 5234432 339773 6.49 517573 19627 3.79 687394.0
30 Arkansas 2695887 322415 11.96 166562 15679 9.41 893321.2
31 Kansas 1254463 295997 23.60 57410 12071 21.03 430596.6
32 Mississippi 1730981 294795 17.03 121673 13117 10.78 581617.7
33 Nevada 2719219 293754 10.80 169153 9712 5.74 882818.6
34 Connecticut 6299277 279946 4.44 339805 20574 6.05 1766835.9
35 Nebraska 2371202 200882 8.47 189694 7160 3.77 1225802.4
36 New Mexico 2693461 185132 6.87 263134 7576 2.88 1284540.1
37 Idaho 638919 171140 26.79 25709 5931 23.07 356526.7
38 Oregon 3564120 155597 4.37 292639 8475 2.90 845031.3
39 West Virginia 2204237 131855 5.98 187096 7147 3.82 1233383.1
40 Rhode Island 2968641 125622 4.23 357384 7731 2.16 2802294.0
41 South Dakota 422549 112427 26.61 15086 3198 21.20 477640.5
43 Montana 1082512 99954 9.23 91371 4164 4.56 1012850.2
44 North Dakota 1409615 99809 7.08 46773 1654 3.54 1849737.9
45 Delaware 1395584 86799 6.22 125696 6205 4.94 1433185.0
46 New Hampshire 1458750 75424 5.17 144560 6827 4.72 1072838.3
47 Alaska 1679675 58263 3.47 142764 3004 2.10 2296065.2
48 Wyoming 636716 54394 8.54 -46698 1767 -3.78 1100140.1
49 Maine 1620101 44635 2.76 181722 3416 1.88 1205242.2
50 District of Columbia 1228359 40598 3.31 92754 2563 2.76 1740504.1
51 Hawaii 1112978 27759 2.49 110959 1075 0.97 786072.5
52 Vermont 1068299 15198 1.42 137798 2298 1.67 1712047.8

In Depth Italy Stats (Region Wise Figures)

Confirmed Cases and Deaths- Regions of Italy (With Fatality and Confirmation Rates)

Region Swabs Confirmations NewConfirmations CasesPercentIncrease ConfirmationRate HospitalizedWithSymptoms IntensiveCare ActiveCases Deceased FatalityRate
Lombardia 6649629 603081 3529 0.59 9.07 4118 426 66341 28361 4.70
Veneto 5032579 333647 911 0.27 6.63 781 112 24519 9847 2.95
Campania 2935448 267619 2561 0.97 9.12 1341 130 77023 4278 1.60
Emilia-Romagna 3851466 260602 2610 1.01 6.77 2255 227 42678 10543 4.05
Piemonte 2573650 247134 902 0.37 9.60 2015 168 16077 9369 3.79
Lazio 4116403 234228 1341 0.58 5.69 1767 213 35801 5883 2.51
Toscana 2728258 156235 1068 0.69 5.73 909 168 18049 4668 2.99
Sicilia 2442832 152558 453 0.30 6.25 725 133 25982 4138 2.71
Puglia 1557266 147050 1053 0.72 9.44 1228 170 33081 3923 2.67
Liguria 1033573 77978 248 0.32 7.54 500 52 5383 3630 4.66
Friuli Venezia Giulia 1349711 76812 341 0.45 5.69 361 61 10082 2841 3.70
Marche 833982 67857 588 0.87 8.14 582 72 10230 2252 3.32
Abruzzo 1002799 54468 568 1.05 5.43 622 82 13244 1701 3.12
P.A. Bolzano 765274 53804 226 0.42 7.03 218 33 6702 1031 1.92
Umbria 813081 44683 212 0.48 5.50 436 77 8141 1050 2.35
Sardegna 761789 41191 77 0.19 5.41 215 19 12855 1158 2.81
Calabria 583901 37880 160 0.42 6.49 190 20 6264 683 1.80
P.A. Trento 610402 34058 329 0.98 5.58 185 39 3933 1206 3.54
Basilicata 250546 15635 101 0.65 6.24 85 10 4032 371 2.37
Molise 162671 10691 144 1.37 6.57 95 17 1776 351 3.28
Valle d’Aosta 77627 8054 33 0.41 10.38 10 2 174 415 5.15

In Depth Canada Stats (With Province Level Figures)

Confirmed Cases and Deaths- Provinces of Canada (With Fatality Rates)

Province Confirmed NewConfirmations CasesPercentIncrease Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
Ontario 306057 1095 0.36 6975 15 0.22 2.28 20803.47 474.11 1 in 48
Quebec 287740 737 0.26 10393 8 0.08 3.61 33702.39 1217.31 1 in 30
Alberta 133504 301 0.23 1886 3 0.16 1.41 30251.44 427.36 1 in 33
British Columbia 79194 0 0.00 1355 0 0.00 1.71 15495.07 265.12 1 in 65
Manitoba 31859 50 0.16 895 2 0.22 2.81 23127.85 649.72 1 in 43
Saskatchewan 28647 141 0.49 385 0 0.00 1.34 24242.89 325.81 1 in 41
Nova Scotia 1641 3 0.18 65 0 0.00 3.96 1678.85 66.50 1 in 596
New Brunswick 1430 0 0.00 27 1 3.85 1.89 1833.35 34.62 1 in 545
Newfoundland and Labrador 988 7 0.71 6 0 0.00 0.61 1895.03 11.51 1 in 528
Nunavut 357 1 0.28 1 0 0.00 0.28 NA NA 1 in NA
Prince Edward Island 132 12 10.00 0 0 NaN 0.00 834.61 0.00 1 in 1198
Yukon 72 0 0.00 1 0 0.00 1.39 1752.76 24.34 1 in 571
Northwest Territories 47 0 0.00 0 0 NaN 0.00 1046.68 0.00 1 in 955
Repatriated Travellers 13 0 0.00 0 0 NaN 0.00 NA NA 1 in NA

Time Series Curves (Top 20 Countries with the Highest Cases)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most confirmed COVID-19 cases as of today in decreasing order of confirmations.

Confirmed Cases Count (Linear)

Country Wise Time Series Curve

Confirmed Cases Count (Logarithmic)

Country Wise Time Series Curve

Time Series Curves (Top 20 Countries with the Highest Deaths)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most COVID-19 deaths as of today in decreasing order of confirmations.

Death Count (Linear)

Country Wise Time Series Curve

Death Count (Logarithmic)

Country Wise Time Series Curve

Epidemic Curve: Delta in the past 24 hrs (Top 20 Countries with the Highest Cases)

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various countries. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 20 countries in the world as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Delta in Confirmed Cases

Number of New Cases in the past 24 hrs

Delta in Deaths

Number of Deaths in the past 24 hrs

Measuring Outbreak Velocity: 5 Day Lagging Average Doubling Time (Top 20 Countries with the Highest Cases)

The velocity of an outbreak is determined by a construct known as doubling time. This value describes the number of days, on average, required for the number of cases to double in a given area. For our analysis we use average doubling time, which can be defined as the number of days, on average, required for the average number of COVID-19 cases to double in a given area.

This measure can describe COVID-19 behavior worldwide, in a country, or even in a smaller region such as a state. For our analysis, we will discuss average doubling time at a national level for the top 20 most affected countries.

Below, we have calculated average doubling time for several nations, on a trailing, rolling 5-day basisbased on today’s case values. A decline in average doubling time indicates that the COVID-19 outbreak (confirmation rate) is accelerating (average cases double in fewer days), while an increase of average doubling time indicates that the outbreak is slowing.

Ideally, when social distancing and lockdowns are implemented aggressively in a country and after some period of delay, doubling times should begin to increase in a matter of days, weeks, or months, depending upon the severity of the epidemic and the degree of social distancing achievable.

Given the fact that many countries across the world have already enacted or implemented social distancing measures, this is why one should be cautious not to extrapolate COVID-19 growth rates from trailing statistics.

5 Day Lagging Avg Doubling Time of Confirmations

Confirmed Cases and Deaths Per Million Population and Infection Odds

This metric confirmed cases per million population and deaths per million population shows the extent to which the disease has spread with respect to the population of the country. The metric Infection Odds shows 1 in how many people are infected with COVID-19 in the corresponding country.

For the top 20 countries with most confirmed cases excluding cruise ships

Country_Region ConfirmedCasesPerMillionPopl DeathsPerMillionPopl InfectionOdds
US 87425.64 1568.13 1 in 11
India 8298.91 117.37 1 in 120
Brazil 50412.13 1218.07 1 in 20
Russia 29054.67 586.16 1 in 34
United Kingdom 63046.76 1852.54 1 in 16
France 55937.65 1279.91 1 in 18
Spain 68335.90 1481.83 1 in 15
Italy 48367.48 1615.39 1 in 21
Turkey 33431.36 353.53 1 in 30
Germany 29596.51 847.35 1 in 34
Colombia 45887.30 1217.97 1 in 22
Argentina 47602.55 1173.82 1 in 21
Mexico 16152.77 1437.42 1 in 62
Poland 44944.34 1152.42 1 in 22
Iran 20098.19 740.18 1 in 50
South Africa 26681.82 881.40 1 in 37
Ukraine NA NA 1 in NA
Indonesia 5055.43 136.99 1 in 198
Peru 41152.10 1439.20 1 in 24
Czechia 116007.51 1909.77 1 in 9

US Detailed State and County Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the state/ county level in USA.

Epidemic Curve: Delta in Confirmed Cases in US States

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various US states. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 30 states in USA as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in US States

Number of Deaths in the past 24 hrs

Top 100 US Counties with the Highest Cases and Deaths

All NYC boroughs are mentioned together as New York County

County State Confirmations Deaths FatalityRate
Los Angeles California 1191923 21435 1.80
Maricopa Arizona 510360 9117 1.79
Cook Illinois 474397 9359 1.97
Miami-Dade Florida 410717 5429 1.32
Harris Texas 350201 5075 1.45
Riverside California 289450 3767 1.30
San Bernardino California 286607 2874 1.00
Dallas Texas 280404 3406 1.21
Orange California 261220 3917 1.50
San Diego California 260091 3284 1.26
Tarrant Texas 241650 2841 1.18
Clark Nevada 226701 3861 1.70
Queens New York 210793 8765 4.16
Kings New York 209868 9093 4.33
Bexar Texas 196528 2894 1.47
Broward Florida 194992 2390 1.23
Suffolk New York 162243 3076 1.90
Nassau New York 148110 2914 1.97
Bronx New York 143814 5869 4.08
Salt Lake Utah 138696 763 0.55
El Paso Texas 123690 2351 1.90
Palm Beach Florida 120735 2457 2.04
Philadelphia Pennsylvania 117642 3106 2.64
Orange Florida 114322 1094 0.96
Franklin Ohio 111851 1208 1.08
Middlesex Massachusetts 111798 3438 3.08
Hillsborough Florida 111441 1502 1.35
Santa Clara California 110621 1777 1.61
Pima Arizona 109488 2216 2.02
Westchester New York 107487 2097 1.95
Milwaukee Wisconsin 107069 1274 1.19
New York New York 103289 3898 3.77
Kern California 102627 827 0.81
Wayne Michigan 101777 4142 4.07
Hennepin Minnesota 100538 1584 1.58
Mecklenburg North Carolina 96552 856 0.89
Cuyahoga Ohio 95484 1746 1.83
Fresno California 95393 1443 1.51
Sacramento California 93281 1472 1.58
Gwinnett Georgia 92195 951 1.03
Marion Indiana 90639 1639 1.81
Utah Utah 90079 333 0.37
Duval Florida 88774 1164 1.31
St. Louis Missouri 88294 1969 2.23
Shelby Tennessee 87219 1491 1.71
Fulton Georgia 85589 1122 1.31
King Washington 84014 1394 1.66
Essex Massachusetts 83792 2163 2.58
Collin Texas 83289 721 0.87
Providence Rhode Island 81582 1815 2.22
Davidson Tennessee 81420 861 1.06
Oklahoma Oklahoma 80795 747 0.92
Alameda California 80668 1242 1.54
Fairfield Connecticut 80243 2051 2.56
Suffolk Massachusetts 78277 1697 2.17
Ventura California 77623 844 1.09
Bergen New Jersey 77537 2617 3.38
DuPage Illinois 76765 1196 1.56
Hidalgo Texas 76684 2629 3.43
Allegheny Pennsylvania 76669 1720 2.24
Travis Texas 75636 852 1.13
Oakland Michigan 74754 1998 2.67
Wake North Carolina 74250 521 0.70
Essex New Jersey 73718 2677 3.63
Prince George’s Maryland 73320 1329 1.81
Hamilton Ohio 73202 970 1.33
Jefferson Kentucky 72989 820 1.12
Middlesex New Jersey 72617 2095 2.88
New Haven Connecticut 71194 1919 2.70
Jefferson Alabama 70986 1374 1.94
Tulsa Oklahoma 70949 704 0.99
Hartford Connecticut 69982 2274 3.25
Cobb Georgia 69453 910 1.31
Hudson New Jersey 69277 2005 2.89
Fairfax Virginia 66573 930 1.40
Pinellas Florida 66571 1441 2.16
San Joaquin California 66569 1101 1.65
Worcester Massachusetts 65363 2039 3.12
Erie New York 65215 1601 2.45
Will Illinois 65037 893 1.37
Denton Texas 63994 648 1.01
Greenville South Carolina 63837 866 1.36
Douglas Nebraska 63798 624 0.98
Montgomery Maryland 63276 1412 2.23
Contra Costa California 62248 681 1.09
Denver Colorado 59584 763 1.28
Lake Illinois 59517 921 1.55
Macomb Michigan 58935 1967 3.34
Ocean New Jersey 58624 1857 3.17
Polk Iowa 58040 549 0.95
Lee Florida 57737 872 1.51
Fort Bend Texas 57572 557 0.97
Polk Florida 57096 1139 1.99
DeKalb Georgia 56950 830 1.46
Richmond New York 56938 1577 2.77
Monmouth New Jersey 56878 1404 2.47
Passaic New Jersey 56840 1687 2.97
Union New Jersey 56756 1766 3.11
Stanislaus California 56132 946 1.69
Bristol Massachusetts 55734 1501 2.69

Overall US Choropleth Map

Choropleths are an ideal way to visualize the past/ current COVID-19 hotspots within a country. The below were the overall (not current) hotspots in the US.

County level COVID-19 Confirmations Map

Canada Detailed Province Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the province level in Canada.

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in the most affected Canadian provinces- Quebec, Ontario, Alberta and British Columbia. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Epidemic Curve: Delta in Confirmed Cases in Canadian Provinces

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in Canadian Provinces

Number of Deaths in the past 24 hrs

Data Sources

Github Repo: CSSEGISandData, The NY Times, amodm/api-covid19-in and pcm-dpc